Impacts of central-Pacific El Niño and physical drivers on eastern Pacific bigeye tuna

Peng LIAN; Le GAO

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Impacts of central-Pacific El Niño and physical drivers on eastern Pacific bigeye tuna

Aquaculture and Fisheries | Updated：2024-10-14

- Impacts of central-Pacific El Niño and physical drivers on eastern Pacific bigeye tuna
- Impacts of central-Pacific El Niño and physical drivers on eastern Pacific bigeye tuna
- 海洋湖沼学报(英文) 2024年42卷第3期页码：972-987
- Affiliations：
  
  1.Key Laboratory of Ocean Observation and Forecasting and Key Laboratory of Ocean Circulation and Waves, Institute of Oceanology, Chinese Academy of Sciences, Qingdao 266071, China
  2.University of Chinese Academy of Sciences, Beijing 100049, China
- Author bio：
  
  gaole@qdio.ac.cn
- Funds：
  
  the Marine S&T Fund of Laoshan Laboratory (Qingdao)(LSKJ202204302);the National Natural Science Foundation of China(42090044;42376175;U2006211)
- DOI：
  中图分类号：
- 收稿：2023-03-24，
  
  录用：2023-04-19，
  
  网络首发：2023-06-28，
  
  纸质出版：2024-05-01
- Accepted：
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Impacts of central-Pacific El Niño and physical drivers on eastern Pacific bigeye tuna[J]. 海洋湖沼学报(英文), 2024,42(3):972-987.

LIAN Peng,GAO Le.Research Paper Impacts of central-Pacific El Niño and physical drivers on eastern Pacific bigeye tuna[J].Journal of Oceanology and Limnology,2024,42(03):972-987.
Impacts of central-Pacific El Niño and physical drivers on eastern Pacific bigeye tuna[J]. 海洋湖沼学报(英文), 2024,42(3):972-987. DOI：

LIAN Peng,GAO Le.Research Paper Impacts of central-Pacific El Niño and physical drivers on eastern Pacific bigeye tuna[J].Journal of Oceanology and Limnology,2024,42(03):972-987. DOI：

摘要

Abstract

Bigeye tuna

Thunnus

obesus

is an important migratory species that forages deeply

and El Niño events highly influence its distribution in the eastern Pacific Ocean. While sea surface temperature is widely recognized as the main factor affecting bigeye tuna (BET) distribution during El Niño events

the roles of different types of El Niño and subsurface oceanic signals

such as ocean heat content and mixed layer depth

remain unclear. We conducted A spatial-temporal analysis to investigate the relationship among BET distribution

El Niño events

and the underlying oceanic signals to address this knowledge gap. We used monthly purse seine fisheries data of BET in the eastern tropical Pacific Ocean (ETPO) from 1994 to 2012 and extracted the central-Pacific El Niño (CPEN) indices based on Niño 3 and Niño 4 indexes. Furthermore

we employed Explainable Artificial Intelligence (XAI) models to identify the main patterns and feature importance of the six environmental variables and used information flow analysis to determine the causality between the selected factors and BET distribution. Finally

we analyzed Argo datasets to calculate the vertical

horizontal

and zonal mean temperature differences during CPEN and normal years to clarify the oceanic thermodynamic structure differences between the two types of years. Our findings reveal that BET distribution during the CPEN years is mainly driven by advection feedback of subsurface warmer thermal signals and vertically warmer habitats in the CPEN domain area

especially in high-yield fishing areas. The high frequency of CPEN events will likely lead to the westward shift of fisheries centers.

关键词

Keywords

references

Ariza A , Lengaigne M , Menkes C et al . 2022 . Global decline of pelagic fauna in a warmer ocean . Nature Climate Change , 12 ( 10 ): 928 - 934 , https://doi.org/10.1038/s41558-022-01479-2 https://doi.org/10.1038/s41558-022-01479-2 .

Arostegui M C , Gaube P , Woodworth-Jefcoats P A et al . 2022 . Anticyclonic eddies aggregate pelagic predators in a subtropical gyre . Nature , 609 ( 7927 ): 535 - 540 , https://doi.org/10.1038/s41586-022-05162-6 https://doi.org/10.1038/s41586-022-05162-6 .

Arrizabalaga H , Dufour F , Kell L et al . 2015 . Global habitat preferences of commercially valuable tuna . Deep Sea Research Part II : Topical Studies in Oceanography , 113 : 102 - 112 , https://doi.org/10.1016/j.dsr2.2014.07.001 https://doi.org/10.1016/j.dsr2.2014.07.001 .

Bakun A . 2023 . Vertical ambush corridors: intriguing multi-mechanism ecological structures embedded in the kinetic fluid architectures of ocean living resource production systems . Fish and Fisheries , 24 ( 1 ): 3 - 20 , https://doi.org/10.1111/faf.12699 https://doi.org/10.1111/faf.12699 .

Bernal M , Stratoudakis Y , Coombs S et al . 2007 . Sardine spawning off the European Atlantic coast: characterization of and spatio-temporal variability in spawning habitat . Progress in Oceanography , 74 ( 2-3 ): 210 - 227 , https://doi.org/10.1016/j.pocean.2007.04.018 https://doi.org/10.1016/j.pocean.2007.04.018 .

Bertignac M , Lehodey P , Hampton J . 1998 . A spatial population dynamics simulation model of tropical tunas using a habitat index based on environmental parameters . Fisheries Oceanography , 7 ( 3-4 ): 326 - 334 , https://doi.org/10.1046/j.1365-2419.1998.00065.x https://doi.org/10.1046/j.1365-2419.1998.00065.x .

Block B A , Dewar H , Farwell C et al . 1998 . A new satellite technology for tracking the movements of Atlantic bluefin tuna . Proceedings of the National Academy of Sciences of the United States of America , 95 ( 16 ): 9384 - 9389 , https://doi.org/10.1073/pnas.95.16.9384 https://doi.org/10.1073/pnas.95.16.9384 .

Boyce D , Tittensor D , Worm B . 2008 . Effects of temperature on global patterns of tuna and billfish richness . Marine Ecology-Progress Series , 355 : 267 - 276 , https://doi.org/10.3354/meps07237 https://doi.org/10.3354/meps07237 .

Brill R W , Bigelow K A , Musyl M K et al . 2005 . Bigeye tuna ( Thunnus obesus ) behavior and physiology and their relevance to stock assessme nts and fishery biology . Collective Volume of Scientific Papers , 57 ( 2 ): 142 - 161 , https://doi.org/10.1002/yd.53 https://doi.org/10.1002/yd.53 .

Cheng L J , Abraham J , Hausfather Z et al . 2019 . How fast are the oceans warming? Science , 363 ( 6423 ): 128 - 129 , https://doi.org/10.1126/science.aav7619 https://doi.org/10.1126/science.aav7619 .

Cheng L J , Trenberth K E , Fasullo J et al . 2017 . Improved estimates of ocean heat content from 1960 to 2015 . Science Advances , 3 ( 3 ): e1601545 , https://doi.org/10.1126/sciadv.1601545 https://doi.org/10.1126/sciadv.1601545 .

Cheng L J , Zhu J . 2016 . Benefits of CMIP5 multimodel ensemble in reconstructing historical ocean subsurface temperature variations . Journal of Climate , 29 ( 15 ): 5393 - 5416 , https://doi.org/10.1175/JCLI-D-15-0730.1 https://doi.org/10.1175/JCLI-D-15-0730.1 .

Duffy L M , Kuhnert P M , Pethybridge H R et al . 2017 . Global trophic ecology of Yellowfin, Bigeye, and albacore tunas: understanding predation on micronekton communities at ocean-basin scales . Deep Sea Research Part II : Topical Studies in Oceanography , 140 : 55 - 73 , https://doi.org/10.1016/j.dsr2.2017.03.003 https://doi.org/10.1016/j.dsr2.2017.03.003 .

Ellis N , Smith S J , Pitcher C R . 2012 . Gradient forests: calculating importance gradients on physical predictors . Ecology , 93 ( 1 ): 156 - 168 , https://doi.org/10.1890/11-0252.1 https://doi.org/10.1890/11-0252.1 .

Eyduran E , Duman H , Aliyev P . 2020 . An Example Application on Permutation Feature Importance Test in R (R’da Bootstrap ve Permutasyon Testi yardımıyla Özellik Önemliliğinin (Feature Importance) İncelenmesi) , https://doi.org/10.13140/RG.2.2.26843.18725 https://doi.org/10.13140/RG.2.2.26843.18725 .

Feng Y J , Chen L J , Chen X J . 2019 . The impact of spatial scale on local Moran’s I clustering of annual fishing effort for Dosidicus gigas offshore Peru . Journal of Oceanology and Limnology , 37 ( 1 ): 330 - 343 , https://doi.org/10.1007/s00343-019-7316-9 https://doi.org/10.1007/s00343-019-7316-9 .

Harrison D P , Hinton M G , Kohin S et al . 2017 . The pelagic habitat analysis module for ecosystem-based fisheries science and management . Fisheries Oceanography , 26 ( 3 ): 316 - 335 , https://doi.org/10.1111/fog.12194 https://doi.org/10.1111/fog.12194 .

Hou X Y , Ma S Y , Tian Y J et al . 2022 . The effects of trans-basin climate variability on skipjack tuna in the northwest Pacific Ocean: causal and nonstationary . Frontiers in Marine Science , 9 : 895219 , https://doi.org/10.3389/fmars.2022.895219 https://doi.org/10.3389/fmars.2022.895219 .

Hu C , Harrison D P , Hinton M G et al . 2018 . Habitat analysis of the commercial tuna of the Eastern Tropical Pacific Ocean . Fisheries Oceanography , 27 ( 5 ): 417 - 434 , https://doi.org/10.1111/fog.12263 https://doi.org/10.1111/fog.12263 .

Huang H J , Zhou C , Xu L X et al . 2021 . Spatial variation in bigeye tuna Thunnus obesus size at sexual maturity in the eastern Pacific Ocean . Aquaculture and Fisheries , 8 ( 5 ): 572 - 578 , https://doi.org/10.1016/j.aaf.2021.11.003 https://doi.org/10.1016/j.aaf.2021.11.003 .

Kao H Y , Yu J Y . 2009 . Contrasting Eastern-Pacific and Central-Pacific types of ENSO . Journal of Climate , 22 ( 3 ): 615 - 632 , https://doi.org/10.1175/2008JCLI2309.1 https://doi.org/10.1175/2008JCLI2309.1 .

Kim J , Na H , Park Y G et al . 2020 . Potential predictability of skipjack tuna ( Katsuwonus pelamis ) catches in the Western Central Pacific . Scientific Reports , 10 ( 1 ): 3193 , https://doi.org/10.1038/s41598-020-59947-8 https://doi.org/10.1038/s41598-020-59947-8 .

Lan K W , Evans K , Lee M A . 2013 . Effects of climate variability on the distribution and fishing conditions of yellowfin tuna ( Thunnus albacares ) in the western Indian Ocean . Climatic Change , 119 ( 1 ): 63 - 77 , https://doi.org/10.1007/s10584-012-0637-8 https://doi.org/10.1007/s10584-012-0637-8 .

Lehodey P , Bertignac M , Hampton J et al . 1997 . El Niño Southern Oscillation and tuna in the Western Pacific . Nature , 389 ( 6652 ): 715 - 718 , https://doi.org/10.1038/39575 https://doi.org/10.1038/39575 .

Lehodey P , Senina I , Murtugudde R . 2008 . A spatial ecosystem and populations dynamics model (SEAPODYM)—modeling of tuna and tuna-like populations . Progress in Oceanography , 78 ( 4 ): 304 - 318 , https://doi.org/10.1016/j.pocean.2008.06.004 https://doi.org/10.1016/j.pocean.2008.06.004 .

Lian T , Chen D K , Ying J et al . 2018 . Tropical Pacific trends under global warming: El Niño-like or La Niña-like? National Science Review , 5 ( 6 ): 810 - 812 , https://doi.‍org/10.1093/nsr/nwy134 https://doi.‍org/10.1093/nsr/nwy134 . https://do 10.1093/nsr/nwy134 http://dx.doi.org/10.1093/nsr/nwy134

Liang X S . 2022 . The causal interaction between complex subsystems . Entropy (Basel) , 24 ( 1 ): 3 , https://doi.‍org/10.3390/e24010003 https://doi.‍org/10.3390/e24010003 . https://do 10.3390/e24010003 http://dx.doi.org/10.3390/e24010003

Lin H L , Lee K T , Lin H L et al . 2001 . Spatio-temporal distribution of yellowfin tuna Thunnus albacares and bigeye tuna Thunnus obesus in the Tropical Pacific Ocean in relation to large-scale temperature fluctuation during ENSO episodes . Fisheries Science , 67 ( 6 ): 1046 - 1052 , https://doi.org/10.1046/j.1444-2906.2001.00360.x https://doi.org/10.1046/j.1444-2906.2001.00360.x .

Luo J G , Ault J S , Shay L K et al . 2015 . Ocean heat content reveals secrets of fish migrations . PLoS One , 10 ( 10 ): e0141101 , https://doi.org/10.1371/journal.pone.0141101 https://doi.org/10.1371/journal.pone.0141101 .

Mammel M , Naimullah M , Vayghan A H et al . 2022 . Variability in the spatiotemporal distribution patterns of greater amberjack in response to environmental factors in the Taiwan Strait using remote sensing data . Remote Sensing , 14 ( 12 ): 2932 , https://doi.‍org/10.3390/rs14122932 https://doi.‍org/10.3390/rs14122932 . https://do 10.3390/rs14122932 http://dx.doi.org/10.3390/rs14122932

Payne M R , Danabasoglu G , Keenlyside N et al . 2022 . Skilful decadal-scale prediction of fish habitat and distribution shifts . Nature Communications , 13 : 2660 , https://doi.org/10.1038/s41467-022-30280-0 https://doi.org/10.1038/s41467-022-30280-0 .

Suárez-SánchezJ , Ritter-OrtízW , CGay-Garcíaet al . 2009 . ENSO-tuna relations in the eastern Pacific Ocean and its prediction as a non-linear dynamic system . Atmosfera , 17 ( 4 ): 245 - 258 , https://doi.org/10.1049/ip-cds:19981653 https://doi.org/10.1049/ip-cds:19981653 .

Suyama S , Nakagami M , Naya M et al . 2012 . Migration route of Pacific saury Cololabis saira inferred from the otolith hyaline zone . Fisheries Science , 78 ( 6 ): 1179 - 1186 , https://doi.org/10.1007/s12562-012-0546-9 https://doi.org/10.1007/s12562-012-0546-9 .

Thierry N N B , Cheng Z , Achille N P et al . 2021 . Catch per unit effort, condition factor and length-weight relationship of albacore tuna ( Thunnus alalunga ), yellowfin tuna ( Thunnus albacares ) and bigeye tuna ( Thunnus obesus ) in the longline tuna fishery in the eastern Pacific Ocean . Indian Journal of Fisheries , 68 ( 2 ): 23 - 32 , https://doi.org/10.21077/ijf.2021.68.2.87673-04 https://doi.org/10.21077/ijf.2021.68.2.87673-04 .

Wang J T , Chen X J , Li Y K et al . 2023 . The effects of climate-induced environmental variability on Pacific Ocean squids . ICES Journal of Marine Science , 80 ( 4 ): 878 - 888 , https://doi.org/10.1093/icesjms/fsad016 https://doi.org/10.1093/icesjms/fsad016 .

Wang S P , Maunder M N , Aires-da-Silva A et al . 2009 . Evaluating fishery impacts: application to bigeye tuna ( Thunnus obesus ) in the eastern Pacific Ocean . Fisheries Research , 99 ( 2 ): 106 - 111 , https://doi.org/10.1016/j.fishres.2009.05.010 https://doi.org/10.1016/j.fishres.2009.05.010 .

Wang Y T , Zhang H R , Chai F et al . 2018 . Impact of mesoscale eddies on chlorophyll variability off the coast of Chile . PLoS One , 13 ( 9 ): e0203598 , https://doi‍.‍org/10.1371/journal.pone.0203598 https://doi‍.‍org/10.1371/journal.pone.0203598 . https://do 10.1371/journal.pone.0203598 http://dx.doi.org/10.1371/journal.pone.0203598

Watanabe C , Nishida H . 2002 . Development of assessment techniques for pelagic fish stocks: applications of daily egg production method and pelagic trawl in the northwestern Pacific Ocean. Fish . Sci. , 68 : 97 - 100 , https://doi.org/10.2331/ishsci.68.sup197 https://doi.org/10.2331/ishsci.68.sup197 .

Watters G M , Maunder M N . 2001 . Status of bigeye tuna in the eastern Pacific Ocean . https://www.researchgate.net/publication/247646911_Status_of_bigeye_tuna_in_the_eastern_Pacific_Ocean https://www.researchgate.net/publication/247646911_Status_of_bigeye_tuna_in_the_eastern_Pacific_Ocean .

Wilson C , Coles V J . 2005 . Global climatological relationships between satellite biological and physical observations and upper ocean properties . Journal of Geophysical Research , 110 ( C10 ): C10001 , https://doi.org/10.1029/2004JC002724 https://doi.org/10.1029/2004JC002724 .

Wu Y L , Lan K W , Tian Y J . 2020 . Determining the effect of multiscale climate indices on the global yellowfin tuna ( Thunnus albacares ) population using a time series analysis . Deep Sea Research Part II : Topical Studies in Oceanography , 175 : 104808 , https://doi.org/10.1016/j.dsr2.2020.104808 https://doi.org/10.1016/j.dsr2.2020.104808 .

Wu Z H , Huang N E . 2009 . Ensemble empirical mode decomposition: a noise-assisted data analysis method . Advances in Adaptive Data Analysis , 1 ( 1 ): 1 - 41 , https://doi.org/10.1142/S1793536909000047 https://doi.org/10.1142/S1793536909000047 .

Xu H K , Lennert-Cody C E , Maunder M N et al . 2019 . Spatiotemporal dynamics of the dolphin-associated purse-seine fishery for yellowfin tuna ( Thunnus albacares ) in the eastern Pacific Ocean . Fisheries Research , 213 : 121 - 131 , https://doi.org/10.1016/j.fishres.2019.01.013 https://doi.org/10.1016/j.fishres.2019.01.013 .

Yu J Y , Kao H Y . 2007 . Decadal changes of ENSO persistence barrier in SST and ocean heat content indices : 1958 - 2001 . Journal of Geophysical Research : Atmospheres , 112 ( D13 ): D13106 , https://doi.org/10.1029/2006JD007654 https://doi.org/10.1029/2006JD007654 .

Yu J Y , Zou Y H , Kim S T et al . 2012 . The changing impact of El Niño on US winter temperatures . Geophysical Research Letters , 39 ( 15 ): L15702 , https://doi.org/10.1029/2012GL052483 https://doi.org/10.1029/2012GL052483 .

Zagaglia C R , Lorenzzetti J A , Stech J L . 2004 . Remote sensing data and longline catches of yellowfin tuna ( Thunnus albacares ) in the equatorial Atlantic . Remote Sensing of Environment , 93 ( 1-2 ): 267 - 281 , https://doi.org/10.1016/j.rse.2004.07.015 https://doi.org/10.1016/j.rse.2004.07.015 .

Zhang C L , Wang Z F , Liu Y . 2021a . An Argo-based experiment providing near-real-time subsurface oceanic environmental information for fishery data . Fisheries Oceanography , 30 ( 1 ): 85 - 98 , https://doi.org/10.1111/fog.12504 https://doi.org/10.1111/fog.12504 .

Zhang T J , Song L M , Yuan H C . 2021b . A comparative study on habitat models for adult bigeye tuna in the Indian Ocean based on gridded tuna longline fishery data . Fisheries Oceanography , 30 ( 5 ): 584 - 607 , https://doi.‍org/10.1111/fog.12539 https://doi.‍org/10.1111/fog.12539 . https://do 10.1111/fog.12539 http://dx.doi.org/10.1111/fog.12539

Zhu J , Yu Y Y , Guan Z Y et al . 2022 . Dominant coupling mode of SST in maritime continental region and east Asian summer monsoon circulation . Journal of Geophysical Research : Atmospheres , 127 ( 19 ), https://doi.org/10.1029/2022JD036739.

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